{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eric Keenan Lab and Homework 6: GRACE observations of ice sheet mass balance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime \n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ice sheet mass balance\n",
    "mb_time = np.loadtxt(\"ice_sheet_mass_balance_timeseries.txt\", delimiter=',', \\\n",
    "                     dtype='str', usecols=0).astype(np.float)\n",
    "mb_g, mb_gu, mb_a, mb_au = np.loadtxt(\"ice_sheet_mass_balance_timeseries.txt\", \\\n",
    "                                      delimiter=',', \\\n",
    "                                      usecols=(1,2,5,6), unpack=True, )\n",
    "\n",
    "# Greenland mass balance components\n",
    "g_time = np.loadtxt(\"Greenland_mass_balance_components.txt\", delimiter=',', \\\n",
    "                    dtype='str', \\\n",
    "                    usecols=0).astype(np.float)\n",
    "gd, gsmb = np.loadtxt(\"Greenland_mass_balance_components.txt\", delimiter=',', \\\n",
    "                      usecols=(1,2), unpack=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 1. \n",
    "### The timeseries shows the accumulated mass change for each ice sheet since the begining of the record. Positive values indicate the ice sheet has gained mass therefore lowering sea level, while negative values mean the ice sheet has lost mass thus contributing to sea level rise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 2\n",
    "### Greenland Mass Balance Trend = -277 Gt/yr, equivalent to 0.77 mm sea level rise per year. \n",
    "### Antarctica Mass Balance Trend = -123 Gt/yr, equivalent to 0.34 mm sea level rise per year. \n",
    "### Assuming 1 mm sea level rise is equivalent to 362 Gt (http://www.antarcticglaciers.org/glaciers-and-climate/estimating-glacier-contribution-to-sea-level-rise/). \n",
    "### These numbers are uncertain for at least three reasons: 1.) Glacial isostatic adjustment is modeled, not meausred. 2.) Spatial resolution of GRACE is ~300 km, thus mass from the area of interest can leak out of the measurement or mass from an adjacent area to the area of interest can leake in. 3.) Earth processes the regularly redistribute mass (such as oceanic tides) must be accounted for with models. These models have their own uncertainties which propogate into GRACE uncertainties. \n",
    "### Greenland has lost approximately twice as much mass as Antarctica despite being roughly an order of magnitude smaller. Greenland also has a more pronounced annual cycle in mass balance, perhaps due to large summer time meltwater runoff. Antarctica has more years than Greenland where the ice sheet appears to have gained mass. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-277.2155924316179\n",
      "-123.45446750509034\n",
      "0.7657889293691102\n",
      "0.3410344406217965\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate linear trends\n",
    "g_slope, g_intercept, g_r_value, g_p_value, g_std_err = \\\n",
    "    stats.linregress(mb_time, mb_g)\n",
    "a_slope, a_intercept, a_r_value, a_p_value, a_std_err = \\\n",
    "    stats.linregress(mb_time, mb_a)\n",
    "print(g_slope)\n",
    "print(a_slope)\n",
    "\n",
    "# Calculate sea level rise rates\n",
    "Gt_2_mm_slr = 362\n",
    "print(-g_slope / Gt_2_mm_slr)\n",
    "print(-a_slope / Gt_2_mm_slr)\n",
    "\n",
    "# Plot linear trends\n",
    "g_trend = g_intercept + mb_time * g_slope\n",
    "a_trend = a_intercept + mb_time * a_slope\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, mb_g, 'b', label='Greenland')\n",
    "plt.plot(mb_time, g_trend, 'b--')\n",
    "plt.plot(mb_time, mb_a, 'r', label='Antarctica')\n",
    "plt.plot(mb_time, a_trend, 'r--')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.title(\"Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 3.\n",
    "### Subtracting the trend from the mass balance record reveals the deviation from the long term pattern. If the detrended time series is positve (negative), mass balance is higher (lower) than predicted by the long term pattern. \n",
    "### Processes that affect the detrended timeseries include internal climate variability. For example the large negative value in the detrended timeseries for Greenland in 2012, can be attriubted to the large negative surface mass balance anomaly that year. For Antarctica, deviation from the long term pattern can  be attributed to surface mass balance anomalies and ice discharge anomolies owing to variations ice velocities into the ocean."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Subtract trends\n",
    "g_detrend = mb_g - g_trend\n",
    "a_detrend = mb_a - a_trend\n",
    "\n",
    "# Plot detrended timeseries\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, g_detrend, 'b', label='Greenland')\n",
    "plt.plot(mb_time, a_detrend, 'r', label='Antarctica')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.ylim([-500, 500])\n",
    "plt.title(\"Detrended Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 4.\n",
    "### The accelration terms for these time series are -3.0 and -5.0 $Gt/yr^{2}$ for Greenland and Antarctica respectively. I do believe a quadratic fit better captures the GRACE observations particularly near the begining of the time series, where the linear fit seems to suggest too high of a cumulative mass balance for both ice sheets. Additionally in the middle of the timeseries, the quadratic fit seems to better capture the observations for both ice sheets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3.038661992135615\n",
      "-5.028270698591011\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate quadtratic fit\n",
    "g_qf = np.polyfit(mb_time, mb_g, 2)\n",
    "print(g_qf[0])\n",
    "g_qf = np.polyval(g_qf, mb_time)\n",
    "a_qf = np.polyfit(mb_time, mb_a, 2)\n",
    "print(a_qf[0])\n",
    "a_qf = np.polyval(a_qf, mb_time)\n",
    "\n",
    "# Plot linear and quadratic trends\n",
    "g_trend = g_intercept + mb_time * g_slope\n",
    "a_trend = a_intercept + mb_time * a_slope\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, mb_g, 'b', linewidth=3, label='Greenland')\n",
    "plt.plot(mb_time, g_trend, 'b-', label='Greenland Linear Fit')\n",
    "plt.plot(mb_time, g_qf, 'b--', label='Greenland Quadratic Fit')\n",
    "plt.plot(mb_time, mb_a, 'r', linewidth=3, label='Antarctica')\n",
    "plt.plot(mb_time, a_trend, 'r', label='Antarctica Linear Fit')\n",
    "plt.plot(mb_time, a_qf, 'r--', label='Antarctica Quadratic Fit')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.title(\"Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 5. \n",
    "### The two mass balance methods look very similar in terms of their overall trends. Owing to the larger temporal resolution, GRACE is able to resolve sub annual variability in Greenland mass balance. Their appears to be a kink in the input-output method data in 2012, probably due the large negative SMB anomaly that year. Additionally both methods appear to show an acceleration in mass loss with time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Gt')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Greenland Ice Sheet mass balance\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(mb_time, mb_g, 'b', label='GRACE')\n",
    "plt.plot(g_time[44:], np.cumsum(gsmb[44:] - gd[44:]), 'r', label='Input-Ouput')\n",
    "plt.legend(loc='lower left')\n",
    "plt.grid()\n",
    "plt.title(\"Greenland Cummulative Mass Balance\", fontsize=18)\n",
    "plt.ylabel(\"Gt\", fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 6. \n",
    "### GRACE estimates Greenland Mass Balance as -277 Gt/yr. In the pre-GRACE era average SMB was 390 Gt/yr and discharge was 414 Gt/yr. In the GRACE era average SMB decreased by 150 Gt/yr to 240 Gt/yr while discharge increased 104 Gt/yr to 518 Gt/yr. An decrease in SMB of 150 Gt/yr explains ~54% of the observed mass loss while an increase in discharge of 104 Gt/yr explains ~38% of the observed mass loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pre-GRACE mean Greenland SMB = 389.84704545454537 Gt/yr\n",
      "Pre-GRACE mean Greenland Discharge = 414.3402272727273 Gt/yr\n",
      "\n",
      "GRACE era mean Greenland SMB = 240.4192857142857 Gt/yr\n",
      "GRACE era mean Greenland Discharge = 518.0564285714285 Gt/yr\n",
      "\n",
      "GRACE era typical Greenland Mass Balance  = -277.2155924316179 Gt/yr\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate SMB, discharge, and mass balance trends from input-ouput method \n",
    "# during the GRACE record. \n",
    "smb_slope, smb_intercept, smb_r_value, smb_p_value, smb_std_err = \\\n",
    "    stats.linregress(g_time[44:], gsmb[44:])\n",
    "d_slope, d_intercept, d_r_value, d_p_value, d_std_err = \\\n",
    "    stats.linregress(g_time[44:], gd[44:])\n",
    "iomb_slope, iomb_intercept, iomb_r_value, iomb_p_value, iomb_std_err = \\\n",
    "    stats.linregress(g_time[44:], gsmb[44:] - gd[44:])\n",
    "\n",
    "# Greenland ice sheet mass balacne components\n",
    "fig = plt.figure(figsize=(15,10))\n",
    "plt.plot(g_time, gd, 'b', label='Discharge')\n",
    "plt.plot(g_time[44:], d_intercept + g_time[44:] * d_slope, 'b--' )\n",
    "plt.plot(g_time, gsmb, 'r', label='SMB')\n",
    "plt.plot(g_time[44:], smb_intercept + g_time[44:] * smb_slope, 'r--' )\n",
    "plt.plot(g_time, gsmb - gd, 'k', label='Input-Output Mass Balance')\n",
    "plt.plot(g_time[44:], iomb_intercept + g_time[44:] * iomb_slope, 'k--' )\n",
    "plt.legend()\n",
    "plt.ylim([-700, 700])\n",
    "plt.grid()\n",
    "plt.title(\"Greenland Mass Balance Components\", fontsize=18)\n",
    "plt.ylabel(\"Gt/yr\", fontsize=18)\n",
    "\n",
    "# Calculate mean SMB and discharge before GRACE timeseries\n",
    "print(\"Pre-GRACE mean Greenland SMB = \" + str(gsmb[:44].mean()) + \" Gt/yr\")\n",
    "print(\"Pre-GRACE mean Greenland Discharge = \" + str(gd[:44].mean()) + \" Gt/yr\")\n",
    "print()\n",
    "\n",
    "# Calculate mean SMB and discharge durring GRACE timeseries\n",
    "print(\"GRACE era mean Greenland SMB = \" + str(gsmb[44:].mean()) + \" Gt/yr\")\n",
    "print(\"GRACE era mean Greenland Discharge = \" + str(gd[44:].mean()) + \" Gt/yr\")\n",
    "print()\n",
    "\n",
    "# Print GRACE era Greenland mass balance\n",
    "print(\"GRACE era typical Greenland Mass Balance  = \" + str(g_slope) + \" Gt/yr\")"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
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